Dataset Profiling Report

Dataset statistics

Number of variables	14
Number of observations	1039
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	113.8 KiB
Average record size in memory	112.1 B

Variable types

Numeric	13
Categorical	1

Alerts

`Number words female` is highly correlated with `Total words` and 2 other fields	High correlation
`Total words` is highly correlated with `Number words female` and 5 other fields	High correlation
`Number of words lead` is highly correlated with `Number words female` and 3 other fields	High correlation
`Difference in words lead and co-lead` is highly correlated with `Total words` and 3 other fields	High correlation
`Number of male actors` is highly correlated with `Total words` and 2 other fields	High correlation
`Number of female actors` is highly correlated with `Number words female` and 1 other fields	High correlation
`Number words male` is highly correlated with `Total words` and 3 other fields	High correlation
`Mean Age Female` is highly correlated with `Mean Age Male` and 1 other fields	High correlation
`Age Co-Lead` is highly correlated with `Mean Age Male` and 1 other fields	High correlation
`Mean Age Male` is highly correlated with `Mean Age Female` and 2 other fields	High correlation
`Age Lead` is highly correlated with `Mean Age Male`	High correlation
`Number words female` has 21 (2.0%) zeros	Zeros

Reproduction

Analysis started	2022-11-18 22:46:56.655985
Analysis finished	2022-11-18 22:47:38.268438
Duration	41.61 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

Number words female
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	895
Distinct (%)	86.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2334.256015

Minimum	0
Maximum	17658
Zeros	21
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	0
5-th percentile	237.7
Q1	904
median	1711
Q3	3030.5
95-th percentile	6930.5
Maximum	17658
Range	17658
Interquartile range (IQR)	2126.5

Descriptive statistics

Standard deviation	2157.216744
Coefficient of variation (CV)	0.9241560179
Kurtosis	6.342849518
Mean	2334.256015
Median Absolute Deviation (MAD)	967
Skewness	2.123789262
Sum	2425292
Variance	4653584.081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21	2.0%
1688	4	0.4%
1858	3	0.3%
1154	3	0.3%
864	3	0.3%
2094	3	0.3%
1138	3	0.3%
832	3	0.3%
972	3	0.3%
1120	3	0.3%
Other values (885)	990	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	2.0%
102	1	0.1%
103	1	0.1%
104	1	0.1%
105	1	0.1%
110	1	0.1%
111	1	0.1%
121	1	0.1%
122	1	0.1%
124	1	0.1%

Value	Count	Frequency (%)
17658	1	0.1%
13530	1	0.1%
13054	1	0.1%
12596	1	0.1%
12226	1	0.1%
12108	1	0.1%
12002	1	0.1%
11408	1	0.1%
10688	1	0.1%
10582	1	0.1%

Total words
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1008
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11004.36862

Minimum	1351
Maximum	67548
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	1351
5-th percentile	3541.4
Q1	6353.5
median	9147
Q3	13966.5
95-th percentile	23771.6
Maximum	67548
Range	66197
Interquartile range (IQR)	7613

Descriptive statistics

Standard deviation	6817.397413
Coefficient of variation (CV)	0.6195173613
Kurtosis	7.996606653
Mean	11004.36862
Median Absolute Deviation (MAD)	3402
Skewness	1.993266526
Sum	11433539
Variance	46476907.48
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7074	3	0.3%
8611	3	0.3%
8174	2	0.2%
13956	2	0.2%
18864	2	0.2%
2750	2	0.2%
12286	2	0.2%
13486	2	0.2%
5713	2	0.2%
6294	2	0.2%
Other values (998)	1017	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1351	1	0.1%
1368	1	0.1%
1371	1	0.1%
1468	1	0.1%
1522	1	0.1%
1658	1	0.1%
1672	1	0.1%
1726	1	0.1%
1870	1	0.1%
1954	1	0.1%

Value	Count	Frequency (%)
67548	1	0.1%
57524	1	0.1%
43768	1	0.1%
41260	1	0.1%
40928	1	0.1%
39038	1	0.1%
37778	1	0.1%
33636	1	0.1%
33402	1	0.1%
32538	1	0.1%

Number of words lead
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	964
Distinct (%)	92.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4108.256978

Minimum	318
Maximum	28102
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	318
5-th percentile	1057.3
Q1	2077
median	3297
Q3	5227
95-th percentile	9738.8
Maximum	28102
Range	27784
Interquartile range (IQR)	3150

Descriptive statistics

Standard deviation	2981.251156
Coefficient of variation (CV)	0.7256729976
Kurtosis	10.26313284
Mean	4108.256978
Median Absolute Deviation (MAD)	1463
Skewness	2.301127511
Sum	4268479
Variance	8887858.455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2498	3	0.3%
3976	3	0.3%
789	3	0.3%
1894	2	0.2%
4356	2	0.2%
2807	2	0.2%
1343	2	0.2%
2135	2	0.2%
2891	2	0.2%
1875	2	0.2%
Other values (954)	1016	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
318	1	0.1%
472	1	0.1%
501	1	0.1%
506	1	0.1%
529	1	0.1%
551	1	0.1%
573	1	0.1%
589	1	0.1%
611	1	0.1%
641	1	0.1%

Value	Count	Frequency (%)
28102	1	0.1%
26798	1	0.1%
24376	1	0.1%
19892	1	0.1%
16148	1	0.1%
15708	1	0.1%
14794	1	0.1%
14642	1	0.1%
14490	1	0.1%
14214	1	0.1%

Difference in words lead and co-lead
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	951
Distinct (%)	91.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2525.024062

Minimum	1
Maximum	25822
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	1
5-th percentile	165.8
Q1	814.5
median	1834
Q3	3364
95-th percentile	7654.4
Maximum	25822
Range	25821
Interquartile range (IQR)	2549.5

Descriptive statistics

Standard deviation	2498.747279
Coefficient of variation (CV)	0.9895934527
Kurtosis	12.76299788
Mean	2525.024062
Median Absolute Deviation (MAD)	1184
Skewness	2.620408806
Sum	2623500
Variance	6243737.966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
694	4	0.4%
622	4	0.4%
3200	3	0.3%
597	3	0.3%
352	3	0.3%
519	3	0.3%
503	3	0.3%
3476	3	0.3%
792	3	0.3%
1540	2	0.2%
Other values (941)	1008	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.1%
4	1	0.1%
11	1	0.1%
13	1	0.1%
14	1	0.1%
15	1	0.1%
16	1	0.1%
17	1	0.1%
23	1	0.1%
24	1	0.1%

Value	Count	Frequency (%)
25822	1	0.1%
19138	1	0.1%
18182	1	0.1%
17822	1	0.1%
13692	1	0.1%
12921	1	0.1%
12060	1	0.1%
11436	1	0.1%
11274	1	0.1%
11058	1	0.1%

Number of male actors
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	27
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.767083734

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	5
median	7
Q3	10
95-th percentile	15
Maximum	29
Range	28
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.901439172
Coefficient of variation (CV)	0.5023042503
Kurtosis	3.006479544
Mean	7.767083734
Median Absolute Deviation (MAD)	2
Skewness	1.222559422
Sum	8070
Variance	15.22122761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
6	120	11.5%
5	115	11.1%
7	111	10.7%
4	111	10.7%
8	109	10.5%
9	88	8.5%
10	78	7.5%
11	57	5.5%
3	52	5.0%
12	43	4.1%
Other values (17)	155	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	14	1.3%
2	30	2.9%
3	52	5.0%
4	111	10.7%
5	115	11.1%
6	120	11.5%
7	111	10.7%
8	109	10.5%
9	88	8.5%
10	78	7.5%

Value	Count	Frequency (%)
29	1	0.1%
28	1	0.1%
27	1	0.1%
26	2	0.2%
23	1	0.1%
22	2	0.2%
21	3	0.3%
20	2	0.2%
19	1	0.1%
18	6	0.6%

Year
Real number (ℝ_≥0)

Distinct	51
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1999.862368

Minimum	1939
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	1939
5-th percentile	1982
Q1	1994
median	2000
Q3	2009
95-th percentile	2013
Maximum	2015
Range	76
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.40663225
Coefficient of variation (CV)	0.005203674222
Kurtosis	3.537650153
Mean	1999.862368
Median Absolute Deviation (MAD)	7
Skewness	-1.267261948
Sum	2077857
Variance	108.2979948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2009	62	6.0%
2010	58	5.6%
1999	55	5.3%
1997	47	4.5%
2000	45	4.3%
2011	44	4.2%
1998	41	3.9%
2002	37	3.6%
2001	37	3.6%
2008	36	3.5%
Other values (41)	577	55.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1939	2	0.2%
1949	1	0.1%
1954	2	0.2%
1958	2	0.2%
1959	2	0.2%
1960	1	0.1%
1968	2	0.2%
1972	3	0.3%
1973	4	0.4%
1974	2	0.2%

Value	Count	Frequency (%)
2015	19	1.8%
2014	24	2.3%
2013	31	3.0%
2012	27	2.6%
2011	44	4.2%
2010	58	5.6%
2009	62	6.0%
2008	36	3.5%
2007	32	3.1%
2006	22	2.1%

Number of female actors
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	13
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.507218479

Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	8
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.08852629
Coefficient of variation (CV)	0.5954936375
Kurtosis	2.238918326
Mean	3.507218479
Median Absolute Deviation (MAD)	1
Skewness	1.221849332
Sum	3644
Variance	4.361942063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2	227	21.8%
3	208	20.0%
4	184	17.7%
1	159	15.3%
5	98	9.4%
6	71	6.8%
7	39	3.8%
8	26	2.5%
9	12	1.2%
10	7	0.7%
Other values (3)	8	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	159	15.3%
2	227	21.8%
3	208	20.0%
4	184	17.7%
5	98	9.4%
6	71	6.8%
7	39	3.8%
8	26	2.5%
9	12	1.2%
10	7	0.7%

Value	Count	Frequency (%)
16	1	0.1%
12	3	0.3%
11	4	0.4%
10	7	0.7%
9	12	1.2%
8	26	2.5%
7	39	3.8%
6	71	6.8%
5	98	9.4%
4	184	17.7%

Number words male
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	960
Distinct (%)	92.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4561.85563

Minimum	0
Maximum	31146
Zeros	5
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	0
5-th percentile	867.9
Q1	2139.5
median	3824
Q3	5887.5
95-th percentile	10755.2
Maximum	31146
Range	31146
Interquartile range (IQR)	3748

Descriptive statistics

Standard deviation	3417.855987
Coefficient of variation (CV)	0.7492249348
Kurtosis	7.549387365
Mean	4561.85563
Median Absolute Deviation (MAD)	1840
Skewness	2.026475006
Sum	4739768
Variance	11681739.55
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	0.5%
3468	3	0.3%
3114	3	0.3%
1858	3	0.3%
3299	3	0.3%
1171	2	0.2%
5836	2	0.2%
4552	2	0.2%
156	2	0.2%
2240	2	0.2%
Other values (950)	1012	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.5%
113	1	0.1%
114	1	0.1%
130	1	0.1%
156	2	0.2%
186	1	0.1%
204	1	0.1%
225	1	0.1%
232	1	0.1%
242	1	0.1%

Value	Count	Frequency (%)
31146	1	0.1%
25628	1	0.1%
22650	1	0.1%
22422	1	0.1%
20464	1	0.1%
20044	1	0.1%
18496	1	0.1%
17792	1	0.1%
17128	1	0.1%
16956	1	0.1%

Gross
Real number (ℝ_≥0)

Distinct	317
Distinct (%)	30.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111.1491819

Minimum	0
Maximum	1798
Zeros	10
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	22
median	60
Q3	143.5
95-th percentile	374.2
Maximum	1798
Range	1798
Interquartile range (IQR)	121.5

Descriptive statistics

Standard deviation	151.7615507
Coefficient of variation (CV)	1.365386125
Kurtosis	24.05202261
Mean	111.1491819
Median Absolute Deviation (MAD)	48
Skewness	3.786103854
Sum	115484
Variance	23031.56828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	27	2.6%
2	24	2.3%
8	18	1.7%
7	17	1.6%
11	14	1.3%
34	14	1.3%
32	13	1.3%
6	13	1.3%
5	12	1.2%
4	12	1.2%
Other values (307)	875	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	1.0%
1	27	2.6%
2	24	2.3%
3	9	0.9%
4	12	1.2%
5	12	1.2%
6	13	1.3%
7	17	1.6%
8	18	1.7%
9	6	0.6%

Value	Count	Frequency (%)
1798	1	0.1%
1249	1	0.1%
1103	1	0.1%
937	1	0.1%
882	1	0.1%
880	2	0.2%
853	1	0.1%
844	1	0.1%
839	1	0.1%
813	1	0.1%

Mean Age Male
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	542
Distinct (%)	52.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.35376582

Minimum	19
Maximum	71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	19
5-th percentile	28.8
Q1	37.48076923
median	42.6
Q3	47.33333333
95-th percentile	54.72857143
Maximum	71
Range	52
Interquartile range (IQR)	9.852564103

Descriptive statistics

Standard deviation	7.81710979
Coefficient of variation (CV)	0.1845670541
Kurtosis	0.2906314251
Mean	42.35376582
Median Absolute Deviation (MAD)	4.971428571
Skewness	0.05257910605
Sum	44005.56269
Variance	61.10720546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	20	1.9%
43	14	1.3%
40	12	1.2%
41.5	11	1.1%
46	10	1.0%
48	10	1.0%
38	9	0.9%
37	8	0.8%
36	8	0.8%
45.66666667	8	0.8%
Other values (532)	929	89.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	0.1%
20.66666667	1	0.1%
21	1	0.1%
22	1	0.1%
23	1	0.1%
23.5	1	0.1%
23.75	1	0.1%
24	2	0.2%
24.58333333	1	0.1%
24.6	2	0.2%

Value	Count	Frequency (%)
71	1	0.1%
70	1	0.1%
69	1	0.1%
67.5	1	0.1%
66.33333333	1	0.1%
66	1	0.1%
63	1	0.1%
62.33333333	1	0.1%
62.16666667	1	0.1%
62	1	0.1%

Mean Age Female
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	274
Distinct (%)	26.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.92958774

Minimum	11
Maximum	81.33333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	11
5-th percentile	23.33333333
Q1	29.5
median	35
Q3	41.5
95-th percentile	51.35
Maximum	81.33333333
Range	70.33333333
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.957192996
Coefficient of variation (CV)	0.2492985185
Kurtosis	1.306353151
Mean	35.92958774
Median Absolute Deviation (MAD)	6
Skewness	0.7384501139
Sum	37330.84167
Variance	80.23130636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	31	3.0%
35	28	2.7%
30	25	2.4%
29	25	2.4%
28	25	2.4%
34	24	2.3%
33	22	2.1%
32	21	2.0%
31	21	2.0%
27	21	2.0%
Other values (264)	796	76.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	0.1%
13	2	0.2%
16	2	0.2%
17	2	0.2%
18	2	0.2%
18.66666667	1	0.1%
19	2	0.2%
19.25	1	0.1%
19.66666667	2	0.2%
20	2	0.2%

Value	Count	Frequency (%)
81.33333333	1	0.1%
71	1	0.1%
70.5	1	0.1%
69	1	0.1%
67.5	1	0.1%
66.33333333	1	0.1%
65	2	0.2%
63	3	0.3%
62.66666667	1	0.1%
62.5	1	0.1%

Age Lead
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	68
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.71607315

Minimum	11
Maximum	81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	11
5-th percentile	20
Q1	30
median	38
Q3	46
95-th percentile	62
Maximum	81
Range	70
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	12.28590219
Coefficient of variation (CV)	0.3173333758
Kurtosis	0.2450172233
Mean	38.71607315
Median Absolute Deviation (MAD)	8
Skewness	0.5248594002
Sum	40226
Variance	150.9433927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	42	4.0%
36	40	3.8%
29	39	3.8%
33	39	3.8%
38	39	3.8%
43	38	3.7%
34	38	3.7%
41	36	3.5%
42	36	3.5%
30	34	3.3%
Other values (58)	658	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	3	0.3%
12	3	0.3%
13	1	0.1%
14	4	0.4%
15	2	0.2%
16	4	0.4%
17	7	0.7%
18	10	1.0%
19	8	0.8%
20	12	1.2%

Value	Count	Frequency (%)
81	1	0.1%
80	1	0.1%
78	2	0.2%
77	1	0.1%
76	3	0.3%
75	1	0.1%
74	1	0.1%
72	2	0.2%
71	1	0.1%
70	4	0.4%

Age Co-Lead
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	73
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.48604427

Minimum	7
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.2 KiB

Quantile statistics

Minimum	7
5-th percentile	20
Q1	28
median	34
Q3	41
95-th percentile	60
Maximum	85
Range	78
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	12.04669574
Coefficient of variation (CV)	0.3394769969
Kurtosis	1.497207445
Mean	35.48604427
Median Absolute Deviation (MAD)	7
Skewness	0.9967891749
Sum	36870
Variance	145.1228783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34	56	5.4%
28	54	5.2%
31	48	4.6%
32	42	4.0%
27	41	3.9%
29	40	3.8%
35	40	3.8%
37	39	3.8%
30	37	3.6%
39	36	3.5%
Other values (63)	606	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	0.1%
8	1	0.1%
9	2	0.2%
10	3	0.3%
11	2	0.2%
12	4	0.4%
13	2	0.2%
14	4	0.4%
15	2	0.2%
16	3	0.3%

Value	Count	Frequency (%)
85	1	0.1%
84	1	0.1%
80	1	0.1%
79	2	0.2%
77	2	0.2%
75	1	0.1%
74	4	0.4%
72	1	0.1%
71	2	0.2%
70	2	0.2%

Lead
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	8.2 KiB

Male	785
Female	254

Length

Max length	6
Median length	4
Mean length	4.488931665
Min length	4

Characters and Unicode

Total characters	4664
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Male
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	785	75.6%
Female	254	24.4%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
male	785	75.6%
female	254	24.4%

Most occurring characters

Value	Count	Frequency (%)
e	1293	27.7%
a	1039	22.3%
l	1039	22.3%
M	785	16.8%
F	254	5.4%
m	254	5.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3625	77.7%
Uppercase Letter	1039	22.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1293	35.7%
a	1039	28.7%
l	1039	28.7%
m	254	7.0%

Uppercase Letter

Value	Count	Frequency (%)
M	785	75.6%
F	254	24.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4664	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1293	27.7%
a	1039	22.3%
l	1039	22.3%
M	785	16.8%
F	254	5.4%
m	254	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4664	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1293	27.7%
a	1039	22.3%
l	1039	22.3%
M	785	16.8%
F	254	5.4%
m	254	5.4%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Number words female	Total words	Number of words lead	Difference in words lead and co-lead	Number of male actors	Year	Number of female actors	Number words male	Gross	Mean Age Male	Mean Age Female	Age Lead	Age Co-Lead	Lead
0	1512	6394	2251.0	343	2	1995	5	2631	142.0	51.500000	42.333333	46.0	65.0	Female
1	1524	8780	2020.0	1219	9	2001	4	5236	37.0	39.125000	29.333333	58.0	34.0	Male
2	155	4176	942.0	787	7	1968	1	3079	376.0	42.500000	37.000000	46.0	37.0	Male
3	1073	9855	3440.0	2623	12	2002	2	5342	19.0	35.222222	21.500000	33.0	23.0	Male
4	1317	7688	3835.0	3149	8	1988	4	2536	40.0	45.250000	45.000000	36.0	39.0	Male
5	1492	5872	1491.0	994	11	1997	4	2889	327.0	45.909091	36.500000	55.0	41.0	Male
6	1500	5322	1191.0	287	6	1980	3	2631	269.0	47.000000	24.500000	61.0	25.0	Male
7	349	6098	2692.0	2472	9	1988	2	3057	53.0	43.000000	31.000000	48.0	31.0	Male
8	857	8851	4042.0	3476	13	2001	2	3952	89.0	47.416667	28.500000	33.0	27.0	Male
9	2619	9626	1604.0	869	9	1973	6	5403	565.0	26.500000	22.000000	20.0	26.0	Male

Last rows

	Number words female	Total words	Number of words lead	Difference in words lead and co-lead	Number of male actors	Year	Number of female actors	Number words male	Gross	Mean Age Male	Mean Age Female	Age Lead	Age Co-Lead	Lead
1029	999	3951	1146.0	147	5	2010	1	1806	74.0	49.000000	35.000000	47.0	35.0	Male
1030	1748	8036	2065.0	656	10	2013	2	4223	78.0	50.333333	25.000000	33.0	36.0	Male
1031	2276	9351	3422.0	2209	9	2014	3	3653	200.0	49.888889	34.333333	45.0	32.0	Male
1032	899	1986	974.0	288	2	1995	2	113	214.0	61.500000	46.000000	42.0	61.0	Male
1033	127	1726	1232.0	1105	3	1981	1	367	194.0	48.666667	33.000000	54.0	33.0	Male
1034	303	2398	1334.0	1166	5	1973	2	761	174.0	43.200000	31.000000	46.0	24.0	Male
1035	632	8404	1952.0	187	6	1992	2	5820	172.0	37.166667	24.000000	21.0	34.0	Female
1036	1326	2750	877.0	356	2	2000	3	547	53.0	27.500000	27.666667	28.0	25.0	Male
1037	462	3994	775.0	52	8	1996	3	2757	32.0	42.857143	38.500000	29.0	32.0	Female
1038	2735	11946	3410.0	1536	13	2007	4	5801	32.0	44.090909	50.000000	38.0	48.0	Male

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows